Branching Out Into Isolation Forests

class: center, middle, inverse, title-slide

# Branching Out Into Isolation Forests
## R-Ladies Dallas
### Stephanie Kirmer <BR> <a href="http://www.stephaniekirmer.com">www.stephaniekirmer.com</a> <BR> @<a href="http://www.twitter.com/data_stephanie">data_stephanie</a>
### December 7, 2020

---

# Follow Along!

https://github.com/skirmer/isolation_forests

---
# Introduction

Isolation forests are a method using tree-based decisionmaking to separate observations instead of grouping them. You might visualize this in tree form:

---
# Introduction

If you prefer to think about the points in two dimensional space, you can also use something like this:

![](../2d_diagram_b.png)

Here you can see that a highly anomalous observation is easily separated from the bulk of the sample, while a non-anomalous one requires many more steps to isolate.

---
# Getting Started

Today we are going to implement this modeling approach using a sample of data from Spotify- song characteristics.

We'll be using these libraries:

* **modeling**: isotree, fastshap   
* **visuals**: ggplot2, plotly, patchwork

---
# Load Data

Our dataset: Spotify Tracks (via Kaggle)

https://www.kaggle.com/yamaerenay/spotify-dataset-19212020-160k-tracks?select=data.csv

## Track Characteristics

```
##  [1] "acousticness"     "artists"          "danceability"     "duration_ms"     
##  [5] "energy"           "explicit"         "id"               "instrumentalness"
##  [9] "key"              "liveness"         "loudness"         "mode"            
## [13] "name"             "popularity"       "release_date"     "speechiness"     
## [17] "tempo"            "valence"          "year"
```

---
# Looking at Examples

.panelset[
.panel[.panel-name[Instrumental]

```r
knitr::kable(head(dataset[dataset$instrumentalness > .94, c("artists", "name", "year")], 5))
```

|   |artists                                    |name                                        | year|
|:--|:------------------------------------------|:-------------------------------------------|----:|
|21 |['Moritz Moszkowski', 'Vladimir Horowitz'] |Etude in A-Flat, Op. 72, No. 11             | 1928|
|23 |['Frédéric Chopin', 'Vladimir Horowitz']   |Andante spianato in E-Flat Major, Op. 22    | 1928|
|27 |['Hafız Yaşar']                            |Kız Saçların                                | 1928|
|42 |['Dmitry Kabalevsky', 'Vladimir Horowitz'] |Sonata No. 3, Op. 46: II. Andante cantabile | 1928|
|49 |['Shungi Music Crew']                      |Rumours                                     | 1928|

]
.panel[.panel-name[Speechy]

```r
set.seed(426)
speechy = dataset[dataset$speechiness > .9 & dataset$year > 1965,
                  c("artists", "name", "year")]
knitr::kable(speechy[sample(nrow(speechy), 3), ])
```

|      |artists          |name                               | year|
|:-----|:----------------|:----------------------------------|----:|
|23123 |['John Mulaney'] |Blacking Out and Making Money      | 2009|
|46975 |['John Mulaney'] |Law and Order and Mr. Jerry Orbach | 2009|
|76943 |['John Mulaney'] |Crime News                         | 2009|

]
.panel[.panel-name[Loud]

```r
set.seed(400)
loud = dataset[dataset$loudness > .85, c("artists", "name", "year")]
knitr::kable(loud[sample(nrow(loud), 3), ])
```

|       |artists          |name                              | year|
|:------|:----------------|:---------------------------------|----:|
|93132  |['The Stooges']  |Search and Destroy - Iggy Pop Mix | 1973|
|108250 |['Apocolothoth'] |Sold                              | 1936|
|127899 |['DYING SPASM']  |drag                              | 1944|

]]

---
# Feature Engineering

* Bin the years
* Cut off songs pre-1960

|Var1           |  Freq|
|:--------------|-----:|
|60s            | 20000|
|70s            | 20000|
|80s            | 20000|
|90s            | 20000|
|00s            | 20000|
|10s to present | 19656|

---
# Function Syntax

We don't need to set any outcome or dependent variable because that is not the objective of this algorithm.

.panelset[
.panel[.panel-name[Calling Function]

```r
iso_ext = isolation.forest(
  training_set[, features], 
  ndim=1,
  ntrees=100,
  max_depth = 6,
  prob_pick_pooled_gain=0,
  prob_pick_avg_gain=0,
  output_score = FALSE)

Z1 <- predict(iso_ext, training_set)
Z2 <- predict(iso_ext, test_set)

training_set$scores <- Z1
test_set$scores <- Z2
```
]

.panel[.panel-name[Fitting Options]

You also have a few options in how you fit the model. You can:
* `output_score = TRUE`
  - return "outlierness" scores for training set  
*  `output_dist = TRUE`
  - return pairwise distance between points (eg, difference degree between any two- it takes time to run)
* return a model object to be used for predicting on new data (default)

]

.panel[.panel-name[Model Summary Data]

These are examples of the available output from returning a model object.

```r
summary(iso_ext)
```

```
## Isolation Forest model
## Consisting of 100 trees
## Numeric columns: 14
```
]]

---
# Model Tuning

Some of the hyperparameters will be very familiar from other kinds of tree-based models. These are others that might be worth tuning for your modeling.

* `prob_pick_pooled_gain=0,`: higher value fits closer to training set, but risk of overfitting
* `prob_pick_avg_gain=0,`: higher value is more likely to set outlier bounds outside training set range (less overfitting, but worse training performance)

When a split is created in tree, it's random by default. These arguments change that, to increase probability of the split giving largest average or pooled gain. If you pass 1 to either, that creates a deterministic tree.

---
# "Ghosting" Issue

One more hyperparameter to look at: `ndim` indicates number of columns to combine to produce a split

Having multiple clusters of non-anomaly points can create problems when using isolation forests, as shown here. 
This is the issue that Extended Isolation Forest (ndim > 1) is meant to remedy.

---

# Feature Importance
![](isoforests_files/figure-html/unnamed-chunk-11-1.png)

---
# Peeking at Results

.panelset[
.panel[.panel-name[Table of Tracks]

|       |artists                             |name                                      | year|    scores|
|:------|:-----------------------------------|:-----------------------------------------|----:|---------:|
|92291  |['Herb Alpert & The Tijuana Brass'] |Whipped Cream                             | 1965| 0.4667073|
|7231   |['Spawnbreezie']                    |Don't Let Go                              | 2011| 0.4455175|
|135399 |['ILLENIUM', 'Jon Bellion']         |Good Things Fall Apart (with Jon Bellion) | 2019| 0.4416365|
|61001  |['Bonnie "Prince" Billy']           |I See A Darkness                          | 1998| 0.4699742|
|10548  |['Sammy Davis Jr.']                 |Not for Me                                | 1964| 0.4343238|
|12461  |['The The']                         |Soul Mining                               | 1983| 0.4632189|
]
.panel[.panel-name[Score Distribution]

]
.panel[.panel-name[Scatterplot (Training)]

]
.panel[.panel-name[Scatterplot (Test)]

<img src="isoforests_files/figure-html/unnamed-chunk-15-1.png" width="600" />
]]

---
# PCA

.panelset[
.panel[.panel-name[Component Choices]

]
.panel[.panel-name[3D Rendering]

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]

]

---
# Other Exploration

.panelset[
.panel[.panel-name[Decade Proportions]

]
.panel[.panel-name[Score Density]

<img src="isoforests_files/figure-html/unnamed-chunk-24-1.png" width="700" />
]]

---
# Further Links/Reference

https://ggplot2.tidyverse.org/  
https://plotly.com/r/3d-scatter-plots/   
https://github.com/david-cortes/isotree    
https://github.com/david-cortes/outliertree (A different but related algorithm for tree based outlier identification)  
https://towardsdatascience.com/outlier-detection-with-extended-isolation-forest-1e248a3fe97b (More on the ghosting problem)   
https://arxiv.org/pdf/1811.02141.pdf

---
# Thank you!

[www.stephaniekirmer.com](http://www.stephaniekirmer.com) | @[data_stephanie](http://www.twitter.com/data_stephanie) |  [saturncloud.io](http://saturncloud.io)